{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [],
   "source": [
    "import cv2 # 导入opencv\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 魔法方法，使图片内嵌于jupyter notebook\n",
    "%matplotlib inline"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [],
   "source": [
    "# 定义函数实现图片可视化\n",
    "def look_img(img):\n",
    "    img_RGB = cv2.cvtColor(img,cv2.COLOR_BGR2RGB) # imread读入的图片是bgr形式，需要转换为rgb\n",
    "    plt.imshow(img_RGB)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 导入预训练好的YOLOv3模型"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [],
   "source": [
    "# weights = \"yolov3-spp.weights\"\n",
    "# config_file = \"yolov3-spp.cfg\"\n",
    "weights = \"yolov3.weights\" # 权重\n",
    "config_file = \"yolov3.cfg\" # 网络名\n",
    "net = cv2.dnn.readNet(weights,config_file)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "outputs": [],
   "source": [
    "with open('coco.names','r')as f:\n",
    "    classes = f.read().splitlines()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "outputs": [
    {
     "data": {
      "text/plain": "['person',\n 'bicycle',\n 'car',\n 'motorbike',\n 'aeroplane',\n 'bus',\n 'train',\n 'truck',\n 'boat',\n 'traffic light',\n 'fire hydrant',\n 'stop sign',\n 'parking meter',\n 'bench',\n 'bird',\n 'cat',\n 'dog',\n 'horse',\n 'sheep',\n 'cow',\n 'elephant',\n 'bear',\n 'zebra',\n 'giraffe',\n 'backpack',\n 'umbrella',\n 'handbag',\n 'tie',\n 'suitcase',\n 'frisbee',\n 'skis',\n 'snowboard',\n 'sports ball',\n 'kite',\n 'baseball bat',\n 'baseball glove',\n 'skateboard',\n 'surfboard',\n 'tennis racket',\n 'bottle',\n 'wine glass',\n 'cup',\n 'fork',\n 'knife',\n 'spoon',\n 'bowl',\n 'banana',\n 'apple',\n 'sandwich',\n 'orange',\n 'broccoli',\n 'carrot',\n 'hot dog',\n 'pizza',\n 'donut',\n 'cake',\n 'chair',\n 'sofa',\n 'pottedplant',\n 'bed',\n 'diningtable',\n 'toilet',\n 'tvmonitor',\n 'laptop',\n 'mouse',\n 'remote',\n 'keyboard',\n 'cell phone',\n 'microwave',\n 'oven',\n 'toaster',\n 'sink',\n 'refrigerator',\n 'book',\n 'clock',\n 'vase',\n 'scissors',\n 'teddy bear',\n 'hair drier',\n 'toothbrush']"
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [],
   "source": [
    "img = cv2.imread('images/test3.jpg')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "look_img(img)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [
    {
     "data": {
      "text/plain": "(3337, 6000, 3)"
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [],
   "source": [
    "height,width,_ = img.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [],
   "source": [
    "blob = cv2.dnn.blobFromImage(img,1/255,(416,416),(0,0,0),swapRB=True,crop=False)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "(1, 3, 416, 416)"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blob.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [],
   "source": [
    "net.setInput(blob)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [
    {
     "data": {
      "text/plain": "['conv_0',\n 'bn_0',\n 'leaky_1',\n 'conv_1',\n 'bn_1',\n 'leaky_2',\n 'conv_2',\n 'bn_2',\n 'leaky_3',\n 'conv_3',\n 'bn_3',\n 'leaky_4',\n 'shortcut_4',\n 'conv_5',\n 'bn_5',\n 'leaky_6',\n 'conv_6',\n 'bn_6',\n 'leaky_7',\n 'conv_7',\n 'bn_7',\n 'leaky_8',\n 'shortcut_8',\n 'conv_9',\n 'bn_9',\n 'leaky_10',\n 'conv_10',\n 'bn_10',\n 'leaky_11',\n 'shortcut_11',\n 'conv_12',\n 'bn_12',\n 'leaky_13',\n 'conv_13',\n 'bn_13',\n 'leaky_14',\n 'conv_14',\n 'bn_14',\n 'leaky_15',\n 'shortcut_15',\n 'conv_16',\n 'bn_16',\n 'leaky_17',\n 'conv_17',\n 'bn_17',\n 'leaky_18',\n 'shortcut_18',\n 'conv_19',\n 'bn_19',\n 'leaky_20',\n 'conv_20',\n 'bn_20',\n 'leaky_21',\n 'shortcut_21',\n 'conv_22',\n 'bn_22',\n 'leaky_23',\n 'conv_23',\n 'bn_23',\n 'leaky_24',\n 'shortcut_24',\n 'conv_25',\n 'bn_25',\n 'leaky_26',\n 'conv_26',\n 'bn_26',\n 'leaky_27',\n 'shortcut_27',\n 'conv_28',\n 'bn_28',\n 'leaky_29',\n 'conv_29',\n 'bn_29',\n 'leaky_30',\n 'shortcut_30',\n 'conv_31',\n 'bn_31',\n 'leaky_32',\n 'conv_32',\n 'bn_32',\n 'leaky_33',\n 'shortcut_33',\n 'conv_34',\n 'bn_34',\n 'leaky_35',\n 'conv_35',\n 'bn_35',\n 'leaky_36',\n 'shortcut_36',\n 'conv_37',\n 'bn_37',\n 'leaky_38',\n 'conv_38',\n 'bn_38',\n 'leaky_39',\n 'conv_39',\n 'bn_39',\n 'leaky_40',\n 'shortcut_40',\n 'conv_41',\n 'bn_41',\n 'leaky_42',\n 'conv_42',\n 'bn_42',\n 'leaky_43',\n 'shortcut_43',\n 'conv_44',\n 'bn_44',\n 'leaky_45',\n 'conv_45',\n 'bn_45',\n 'leaky_46',\n 'shortcut_46',\n 'conv_47',\n 'bn_47',\n 'leaky_48',\n 'conv_48',\n 'bn_48',\n 'leaky_49',\n 'shortcut_49',\n 'conv_50',\n 'bn_50',\n 'leaky_51',\n 'conv_51',\n 'bn_51',\n 'leaky_52',\n 'shortcut_52',\n 'conv_53',\n 'bn_53',\n 'leaky_54',\n 'conv_54',\n 'bn_54',\n 'leaky_55',\n 'shortcut_55',\n 'conv_56',\n 'bn_56',\n 'leaky_57',\n 'conv_57',\n 'bn_57',\n 'leaky_58',\n 'shortcut_58',\n 'conv_59',\n 'bn_59',\n 'leaky_60',\n 'conv_60',\n 'bn_60',\n 'leaky_61',\n 'shortcut_61',\n 'conv_62',\n 'bn_62',\n 'leaky_63',\n 'conv_63',\n 'bn_63',\n 'leaky_64',\n 'conv_64',\n 'bn_64',\n 'leaky_65',\n 'shortcut_65',\n 'conv_66',\n 'bn_66',\n 'leaky_67',\n 'conv_67',\n 'bn_67',\n 'leaky_68',\n 'shortcut_68',\n 'conv_69',\n 'bn_69',\n 'leaky_70',\n 'conv_70',\n 'bn_70',\n 'leaky_71',\n 'shortcut_71',\n 'conv_72',\n 'bn_72',\n 'leaky_73',\n 'conv_73',\n 'bn_73',\n 'leaky_74',\n 'shortcut_74',\n 'conv_75',\n 'bn_75',\n 'leaky_76',\n 'conv_76',\n 'bn_76',\n 'leaky_77',\n 'conv_77',\n 'bn_77',\n 'leaky_78',\n 'conv_78',\n 'bn_78',\n 'leaky_79',\n 'conv_79',\n 'bn_79',\n 'leaky_80',\n 'conv_80',\n 'bn_80',\n 'leaky_81',\n 'conv_81',\n 'permute_82',\n 'yolo_82',\n 'identity_83',\n 'conv_84',\n 'bn_84',\n 'leaky_85',\n 'upsample_85',\n 'concat_86',\n 'conv_87',\n 'bn_87',\n 'leaky_88',\n 'conv_88',\n 'bn_88',\n 'leaky_89',\n 'conv_89',\n 'bn_89',\n 'leaky_90',\n 'conv_90',\n 'bn_90',\n 'leaky_91',\n 'conv_91',\n 'bn_91',\n 'leaky_92',\n 'conv_92',\n 'bn_92',\n 'leaky_93',\n 'conv_93',\n 'permute_94',\n 'yolo_94',\n 'identity_95',\n 'conv_96',\n 'bn_96',\n 'leaky_97',\n 'upsample_97',\n 'concat_98',\n 'conv_99',\n 'bn_99',\n 'leaky_100',\n 'conv_100',\n 'bn_100',\n 'leaky_101',\n 'conv_101',\n 'bn_101',\n 'leaky_102',\n 'conv_102',\n 'bn_102',\n 'leaky_103',\n 'conv_103',\n 'bn_103',\n 'leaky_104',\n 'conv_104',\n 'bn_104',\n 'leaky_105',\n 'conv_105',\n 'permute_106',\n 'yolo_106']"
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net.getLayerNames()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[[[ 3.27632949e-03,  3.58983269e-03,  7.96814170e-03],\n         [-2.33247131e-03,  8.38194333e-04,  6.78776577e-03],\n         [ 3.38377338e-03, -3.66071530e-04, -4.17629170e-04]],\n\n        [[-9.87819396e-04,  4.09887347e-04,  2.78109452e-03],\n         [-2.41828104e-03,  1.81409516e-04,  6.41859276e-03],\n         [-2.60787830e-03, -5.41859446e-03, -4.50126734e-03]],\n\n        [[ 6.01914478e-04,  1.19895637e-02,  2.18996080e-03],\n         [ 3.43640626e-04,  4.22691070e-02, -6.23071427e-03],\n         [ 7.74426386e-03,  2.07966156e-02, -2.05145311e-03]],\n\n        ...,\n\n        [[ 1.17751546e-02,  1.45143166e-03, -3.03199631e-03],\n         [ 6.38273172e-03,  1.69926416e-02, -1.06412284e-02],\n         [ 2.76631094e-03,  4.18494176e-03, -1.28041059e-02]],\n\n        [[ 5.88300498e-03, -1.36170464e-04, -5.71771245e-03],\n         [ 7.97629543e-03,  9.18875448e-03,  3.15103773e-03],\n         [-1.26038550e-03,  2.17503472e-03,  4.05987870e-04]],\n\n        [[ 6.52012229e-03,  4.50877473e-03,  5.22561185e-03],\n         [ 1.09099678e-03,  1.82223716e-03, -4.58517461e-04],\n         [-1.26770604e-03,  3.69635905e-04, -2.81754928e-03]]],\n\n\n       [[[-2.29020379e-02, -1.26056466e-02, -2.22927444e-02],\n         [-3.43803540e-02, -6.01805970e-02, -3.38870026e-02],\n         [-4.88383323e-03,  3.18030524e-03, -1.07630733e-02]],\n\n        [[-4.24399693e-03, -3.33657898e-02, -1.76974107e-02],\n         [-2.44345814e-02, -5.45563027e-02, -1.31274546e-02],\n         [-8.85008741e-03, -1.12026529e-02,  2.48263427e-03]],\n\n        [[-7.09509803e-03, -1.55678764e-02, -8.09888635e-03],\n         [ 2.49585919e-02, -4.95047309e-03,  3.35609093e-02],\n         [ 1.41705591e-02, -9.84390732e-04, -1.25622991e-02]],\n\n        ...,\n\n        [[-6.17819373e-04,  4.33936296e-03, -1.51358582e-02],\n         [ 2.56090164e-02,  7.47950841e-03,  2.39453595e-02],\n         [ 1.60345901e-02, -2.52258256e-02,  3.16219288e-03]],\n\n        [[-1.01271030e-02,  1.41128339e-02, -1.15127284e-02],\n         [ 9.20085330e-03,  8.25183839e-02, -2.95632686e-02],\n         [-7.03835580e-03, -3.05720977e-02, -4.31427471e-02]],\n\n        [[ 6.04055182e-04, -2.21685693e-02,  9.57214579e-05],\n         [ 5.18122036e-03,  7.94177409e-03, -4.57665464e-03],\n         [-1.12741580e-02,  2.59276526e-03,  2.73210183e-02]]],\n\n\n       [[[ 1.33476290e-03,  2.85944506e-03,  1.42419187e-03],\n         [ 3.14024789e-03,  5.34665585e-03,  4.32202220e-03],\n         [-1.47388165e-03,  1.66261874e-04,  3.04334005e-03]],\n\n        [[-2.44942424e-03, -2.35994509e-03, -3.82830389e-03],\n         [-2.99301650e-03, -4.43816092e-03, -3.15273996e-03],\n         [-5.59217948e-03, -3.71109229e-03, -2.94643920e-03]],\n\n        [[ 2.80629983e-03,  4.10629623e-03,  3.21376341e-04],\n         [ 5.68590919e-03,  4.70612058e-03,  4.57099313e-03],\n         [ 1.03533855e-02,  7.19890092e-03,  2.06989679e-03]],\n\n        ...,\n\n        [[-5.63759636e-03,  1.12299272e-03, -2.50839489e-03],\n         [-1.86477951e-03,  1.35088421e-03, -7.77742080e-03],\n         [ 1.17350847e-03, -7.15899921e-04, -4.44028480e-03]],\n\n        [[-8.98262579e-03, -3.18643660e-03, -3.01538478e-03],\n         [-3.45957791e-03, -2.37166951e-03, -5.47955418e-03],\n         [-3.32325161e-03, -3.84559250e-03, -5.65581303e-03]],\n\n        [[-1.22555066e-03,  1.58214054e-04, -5.66164032e-03],\n         [-1.53107930e-03,  2.49266252e-03, -1.42509444e-03],\n         [-1.81296852e-03, -1.12757133e-03, -1.84301729e-03]]],\n\n\n       ...,\n\n\n       [[[ 4.52081785e-02,  4.32125153e-03, -4.37210761e-02],\n         [ 7.23981932e-02,  9.89076775e-03, -9.31208655e-02],\n         [-2.55821813e-02, -6.35839347e-03, -5.65178320e-02]],\n\n        [[ 4.30390146e-03, -1.89306568e-02, -8.08625761e-03],\n         [ 4.37548663e-03,  2.71929940e-03,  2.74634287e-02],\n         [ 2.02573184e-03,  1.31849647e-02,  3.30953151e-02]],\n\n        [[-5.53844348e-02, -8.21130723e-02, -1.43126035e-02],\n         [-1.07663639e-01, -1.15822650e-01,  1.62450057e-02],\n         [-1.09358011e-02, -1.18792742e-01, -1.02189749e-01]],\n\n        ...,\n\n        [[ 2.15973184e-02,  1.24583570e-02,  7.48409890e-03],\n         [-1.25006335e-02, -7.83247687e-03, -9.38248355e-03],\n         [ 2.05583218e-02, -9.10327863e-03,  3.35642770e-02]],\n\n        [[-5.63958194e-03,  1.82699580e-02,  3.77754904e-02],\n         [-3.83898020e-02, -4.19922955e-02,  8.74237046e-02],\n         [-1.67562366e-02,  1.48511482e-02,  5.89369163e-02]],\n\n        [[-9.56420321e-03,  1.15690762e-02,  2.47570872e-02],\n         [-4.68073040e-02, -1.59826800e-02,  4.05026339e-02],\n         [-1.61040127e-02,  8.89334176e-03,  2.78667770e-02]]],\n\n\n       [[[ 4.66996717e-04,  5.15801541e-04,  5.85946837e-04],\n         [-7.82488380e-04, -4.36103961e-04, -8.00021342e-04],\n         [ 1.72501808e-04,  3.63769650e-04, -5.30152556e-06]],\n\n        [[ 1.58418115e-04,  1.35452312e-04,  2.03333373e-04],\n         [-2.70761026e-04, -5.20980568e-04, -3.75641015e-04],\n         [-7.09123269e-05, -1.83419179e-04, -3.54788004e-04]],\n\n        [[-8.14553990e-04, -4.01527301e-04, -4.10674198e-04],\n         [-2.40905763e-04,  5.58777712e-04,  4.59688395e-04],\n         [-3.65206623e-04,  1.26341416e-04, -1.59349758e-04]],\n\n        ...,\n\n        [[-6.06586691e-04, -1.54338966e-04,  1.67022008e-04],\n         [-1.87342419e-04,  1.05688647e-04,  4.43258585e-04],\n         [ 1.74156929e-04,  1.10092726e-04,  2.57812382e-04]],\n\n        [[ 4.60021372e-04,  4.69543535e-04,  7.83624884e-04],\n         [-5.84910333e-04, -5.21292619e-04, -3.66549299e-04],\n         [-1.61005610e-05,  1.06228028e-04,  5.86020324e-05]],\n\n        [[ 4.94077220e-04,  3.40264698e-04,  3.79232719e-04],\n         [-9.13461190e-05, -4.02785867e-04, -2.92295445e-04],\n         [ 1.23961014e-04, -1.95969507e-04,  5.65599657e-05]]],\n\n\n       [[[ 4.39621601e-03,  1.25135137e-02, -3.02019389e-03],\n         [ 1.71457685e-03,  1.66861620e-02,  2.13573338e-03],\n         [ 7.61427730e-03,  4.91097197e-03, -3.36533325e-04]],\n\n        [[-6.63673226e-03, -2.43737269e-03, -3.79779702e-03],\n         [-1.18077127e-02, -8.45526811e-04, -5.37415408e-03],\n         [ 5.22945169e-03,  6.89098495e-04, -5.49877807e-03]],\n\n        [[ 1.63870770e-03, -1.05594601e-02, -6.82935538e-03],\n         [-5.79891214e-03, -4.00996655e-02, -9.26969864e-04],\n         [-5.29764220e-03, -1.16840880e-02,  1.15179988e-02]],\n\n        ...,\n\n        [[-5.52570214e-03, -9.67742596e-03,  7.13413488e-03],\n         [-6.92098495e-03, -5.94772724e-03,  1.39318351e-02],\n         [ 4.23235632e-03, -9.21679288e-03, -2.78883311e-03]],\n\n        [[ 2.76935566e-03, -1.93574862e-03, -7.67300371e-04],\n         [-1.10113854e-02,  3.37381352e-04,  1.37144909e-03],\n         [-1.09872296e-02, -2.02287324e-02, -1.38740828e-02]],\n\n        [[ 4.33028769e-03,  5.31355850e-03,  9.39372554e-03],\n         [ 4.62617306e-03,  1.61779970e-02,  1.13471337e-02],\n         [ 1.18604545e-02,  7.27964286e-03,  8.33458453e-03]]]],\n      dtype=float32)"
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获得某一层的权重\n",
    "net.getParam('conv_14')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[200],\n       [227],\n       [254]], dtype=int32)"
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获得三个输出层的索引号\n",
    "net.getUnconnectedOutLayers()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "outputs": [
    {
     "data": {
      "text/plain": "['yolo_82', 'yolo_94', 'yolo_106']"
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layersNames = net.getLayerNames()\n",
    "output_layers_names = [layersNames[i[0]-1]for i in net.getUnconnectedOutLayers()]\n",
    "output_layers_names"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "outputs": [],
   "source": [
    "# 前向推断\n",
    "prediction = net.forward(output_layers_names)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "data": {
      "text/plain": "3"
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(prediction)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(507, 85)\n",
      "(2028, 85)\n",
      "(8112, 85)\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(prediction)):\n",
    "    print(prediction[i].shape)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "$13 \\times 13 \\times 3 = 507 $ \\\n",
    "$26 \\times 26 \\times 3 = 2028 $ \\\n",
    "$52 \\times 52 \\times 3 = 8112 $ \\\n",
    "85 = 4(x,y,w,h) + 1(obj) + 80(coco分类种类)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "outputs": [
    {
     "data": {
      "text/plain": "array([2.9147232e-01, 5.1704183e-02, 6.9923244e-02, 1.1221142e-01,\n       7.4640093e-06, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00, 0.0000000e+00, 0.0000000e+00, 0.0000000e+00,\n       0.0000000e+00], dtype=float32)"
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看第二个尺度索引为99的框的85维向量\n",
    "prediction[1][99]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 从三个尺度输出结果中解析所有预测框的信息"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [],
   "source": [
    "# 存放预测框的坐标\n",
    "boxes = []\n",
    "\n",
    "# 存放(有无物体)置信度\n",
    "objectess = []\n",
    "\n",
    "# 存放类别概率\n",
    "class_probs = []\n",
    "\n",
    "# 存放预测框类别的索引号\n",
    "class_ids = []\n",
    "\n",
    "# 存放预测框类别名称\n",
    "class_names = []"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "outputs": [],
   "source": [
    "for scale in prediction: # 遍历三种尺度\n",
    "    for bbox in scale: # 遍历该种尺度每个预测框\n",
    "        obj  = bbox[4] # 该预测框的置信度confidence\n",
    "        class_scores = bbox[5:] # 80种类别的预测概率\n",
    "        class_id = np.argmax(class_scores) # 取其中的最大值为该bbox的预测类别\n",
    "        class_name = classes[class_id]\n",
    "        class_prob = class_scores[class_id]\n",
    "\n",
    "        # 获取预测框中心点坐标、预测框宽高\n",
    "        center_x = int(bbox[0]*width)\n",
    "        center_y = int(bbox[1]*height)\n",
    "        w = int(bbox[2]*width)\n",
    "        h = int(bbox[3]*height)\n",
    "        # 预测框左上角坐标\n",
    "        x = int(center_x - w/2)\n",
    "        y = int(center_y - h/2)\n",
    "\n",
    "        boxes.append([x,y,w,h])\n",
    "        objectess.append(float(obj))\n",
    "        class_ids.append(class_id)\n",
    "        class_names.append(class_name)\n",
    "        class_probs.append(class_prob)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [
    {
     "data": {
      "text/plain": "[[-979, -71, 2384, 473],\n [-678, -1189, 1840, 2575],\n [-2112, -1266, 4761, 2775],\n [31, -9, 1501, 457],\n [-129, -874, 1736, 1946],\n [-1626, -1208, 4782, 2687],\n [49, -26, 2139, 428],\n [123, -813, 2141, 1856],\n [-1323, -1134, 5054, 2554],\n [81, -31, 3028, 373],\n [382, -782, 2444, 1808],\n [-949, -1100, 5183, 2475],\n [539, -33, 3155, 361],\n [846, -804, 2601, 1838],\n [-449, -1114, 5235, 2454],\n [684, -9, 3621, 337],\n [1231, -838, 2615, 1900],\n [-119, -1029, 5409, 2310],\n [1037, -6, 3898, 346],\n [1741, -866, 2568, 1948],\n [250, -1044, 5599, 2354],\n [1685, 0, 3585, 341],\n [2238, -774, 2507, 1792],\n [687, -1001, 5499, 2268],\n [2649, -22, 2555, 359],\n [2773, -797, 2331, 1879],\n [1531, -1016, 4759, 2302],\n [3202, -15, 2397, 365],\n [3286, -733, 2301, 1773],\n [2216, -989, 4391, 2272],\n [3884, -14, 1961, 402],\n [3717, -837, 2159, 1945],\n [2473, -1067, 4724, 2407],\n [4450, 0, 1590, 431],\n [4373, -886, 1837, 1991],\n [3157, -1010, 4373, 2288],\n [4679, -62, 2147, 469],\n [4911, -1116, 1761, 2450],\n [3231, -1120, 5125, 2486],\n [-411, 77, 1372, 631],\n [-684, -632, 1943, 2059],\n [-2295, -730, 5150, 2273],\n [36, 2, 1365, 709],\n [-222, -249, 1956, 1382],\n [-1769, -553, 4979, 1950],\n [151, -4, 1773, 727],\n [17, -216, 2321, 1312],\n [-1196, -536, 4713, 1915],\n [255, 42, 2657, 590],\n [181, -198, 2869, 1245],\n [-727, -468, 4797, 1785],\n [978, 90, 2343, 565],\n [579, -209, 3188, 1267],\n [-243, -442, 4822, 1692],\n [1000, 142, 3050, 498],\n [976, -195, 3177, 1275],\n [-117, -330, 5396, 1521],\n [1520, 184, 3082, 482],\n [1438, -161, 3223, 1240],\n [254, -358, 5600, 1582],\n [2248, 157, 2473, 505],\n [2023, -141, 2955, 1201],\n [519, -330, 5759, 1527],\n [2756, 108, 2304, 575],\n [2654, -171, 2575, 1248],\n [1312, -415, 5152, 1687],\n [3251, 31, 2300, 642],\n [3108, -185, 2642, 1254],\n [2091, -472, 4538, 1789],\n [3738, -3, 2244, 686],\n [3537, -183, 2516, 1252],\n [2565, -556, 4459, 1923],\n [4576, 7, 1503, 692],\n [4347, 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[3639, -122, 344, 396],\n [2530, -5, 2543, 123],\n [3470, -534, 683, 1162],\n [3871, -121, 340, 403],\n [2773, -3, 2531, 125],\n [3705, -530, 685, 1162],\n [4103, -121, 340, 409],\n [3088, -5, 2369, 127],\n [3935, -526, 686, 1159],\n [4329, -125, 333, 417],\n [3329, -6, 2347, 122],\n [4171, -532, 673, 1173],\n [4553, -120, 341, 407],\n [3567, -6, 2333, 121],\n [4404, -531, 677, 1170],\n [4781, -115, 362, 403],\n [3821, -3, 2274, 122],\n [4629, -508, 682, 1124],\n [5001, -118, 363, 405],\n [4263, 1, 1830, 136],\n [4851, -494, 679, 1088],\n [5247, -123, 370, 406],\n [4489, 16, 1807, 135],\n [5094, -506, 678, 1106],\n [5428, -99, 403, 380],\n [4703, 23, 1820, 140],\n [5300, -527, 631, 1156],\n [5772, -230, 238, 615],\n [4389, -5, 3035, 143],\n [5648, -743, 459, 1588],\n [0, 8, 305, 422],\n [-611, 76, 1431, 255],\n [-73, -600, 473, 1599],\n [92, 0, 504, 427],\n [15, 14, 746, 371],\n [4, -151, 789, 753],\n [314, 4, 492, 419],\n [111, 1, 921, 402],\n [76, -116, 989, 693],\n [585, -1, 453, 428],\n [185, 15, 1192, 347],\n [263, -134, 1059, 731],\n [825, -4, 454, 434],\n [462, 13, 1138, 333],\n [575, -140, 972, 733],\n [1033, -8, 472, 424],\n [740, 6, 1062, 334],\n [805, -158, 951, 746],\n [1318, -15, 411, 402],\n [967, -1, 1099, 329],\n [1041, -190, 949, 793],\n [1538, -15, 419, 374],\n [1286, -3, 909, 316],\n [1343, -206, 842, 810],\n [1755, -16, 402, 369],\n [1486, -3, 956, 317],\n [1552, -203, 875, 805],\n [1970, -13, 418, 383],\n [1662, 5, 1048, 303],\n [1781, -183, 878, 781],\n [2209, -15, 414, 406],\n [1853, 11, 1122, 288],\n [2018, -176, 849, 781],\n [2451, -20, 384, 426],\n [2060, 15, 1180, 286],\n [2244, -182, 831, 803],\n [2688, -2, 400, 385],\n [2312, 16, 1164, 285],\n [2482, -197, 858, 834],\n [2900, 3, 421, 377],\n [2532, 16, 1175, 285],\n [2704, -191, 857, 829],\n [3147, 1, 393, 393],\n [2720, 21, 1257, 284],\n [2919, -185, 876, 813],\n [3381, -4, 397, 414],\n [2935, 20, 1283, 285],\n [3167, -179, 863, 801],\n [3608, -11, 405, 424],\n [3157, 12, 1304, 291],\n [3386, -178, 896, 797],\n [3841, -18, 415, 405],\n [3485, 5, 1138, 299],\n [3615, -184, 912, 806],\n [4066, -8, 443, 385],\n [3722, 5, 1110, 299],\n [3852, -187, 884, 809],\n [4290, -14, 437, 414],\n [3850, 5, 1313, 305],\n [4083, -180, 862, 794],\n [4513, -15, 448, 424],\n [4027, 9, 1400, 309],\n [4284, -178, 940, 788],\n [4731, -11, 496, 421],\n [4350, 7, 1241, 317],\n [4525, -170, 918, 774],\n [4983, -4, 439, 414],\n [4551, 9, 1263, 323],\n [4685, -167, 1012, 778],\n [5185, 6, 501, 401],\n [4976, 6, 943, 351],\n [4984, -136, 974, 724],\n [5404, 1, 522, 418],\n [5231, 26, 721, 331],\n [5208, -146, 794, 747],\n [5730, -32, 259, 482],\n [5143, 67, 1534, 252],\n [5661, -547, 449, 1495],\n [7, 23, 257, 579],\n [-541, 154, 1338, 282],\n [-29, -391, 394, 1441],\n [90, 30, 466, 542],\n [28, 40, 758, 491],\n [31, -48, 737, 757],\n [334, 32, 452, 520],\n [99, 28, 965, 519],\n [82, -33, 951, 695],\n [618, 20, 397, 554],\n [212, 49, 1112, 490],\n [307, -41, 961, 705],\n [873, 25, 367, 561],\n [514, 81, 1022, 437],\n [617, -46, 859, 730],\n [1038, 46, 397, 528],\n [732, 112, 1043, 390],\n [831, -48, 870, 750],\n [1340, 23, 341, 567],\n [869, 144, 1245, 334],\n [1087, -91, 832, 841],\n [1541, 54, 385, 514],\n [1125, 167, 1195, 283],\n [1356, -63, 805, 789],\n [1814, 44, 340, 533],\n [1360, 162, 1250, 302],\n [1549, -47, 879, 757],\n [2054, 44, 355, 545],\n [1560, 158, 1279, 303],\n [1799, -32, 830, 720],\n [2270, 35, 355, 565],\n [1660, 166, 1525, 288],\n [2054, -37, 781, 727],\n [2511, 12, 323, 631],\n [1863, 179, 1612, 271],\n [2319, -60, 703, 796],\n [2712, 18, 345, 612],\n [2077, 188, 1620, 265],\n [2530, -69, 734, 822],\n [2944, 27, 379, 593],\n [2323, 185, 1596, 265],\n [2745, -53, 766, 789],\n [3170, 29, 359, 594],\n [2526, 188, 1645, 265],\n [2965, -70, 780, 826],\n [3424, 45, 362, 566],\n [2738, 199, 1679, 245],\n [3194, -53, 789, 800],\n [3637, 51, 366, 550],\n [3023, 211, 1583, 235],\n [3426, -56, 807, 794],\n [3874, 49, 380, 563],\n [3382, 197, 1313, 267],\n [3653, -53, 847, 794],\n [4082, 66, 417, 537],\n [3705, 165, 1121, 304],\n [3875, -27, 823, 746],\n [4330, 57, 369, 528],\n [3802, 149, 1378, 304],\n [4072, -65, 830, 801],\n [4531, 39, 360, 548],\n [3976, 128, 1519, 324],\n [4303, -73, 856, 793],\n [4747, 37, 464, 540],\n [4410, 105, 1145, 378],\n [4565, -54, 862, 757],\n [5026, 19, 385, 588],\n [4625, 70, 1133, 454],\n [4740, -48, 923, 753],\n [5218, 20, 436, 603],\n [5010, 31, 906, 537],\n [5056, -15, 882, 684],\n [5396, 48, 557, 536],\n [5209, 44, 769, 517],\n [5196, 8, 784, 662],\n [5776, -20, 213, 680],\n [5247, 157, 1300, 309],\n [5647, -360, 406, 1388],\n [13, -5, 202, 908],\n [-672, 320, 1590, 248],\n [4, -367, 328, 1638],\n [79, 95, 408, 670],\n [-13, 245, 808, 379],\n [27, -62, 702, 1004],\n [364, 159, 388, 535],\n [63, 269, 1043, 326],\n [30, -66, 1039, 1033],\n [660, 164, 336, 552],\n [143, 293, 1270, 274],\n [306, -84, 962, 1077],\n [871, 198, 361, 502],\n [465, 289, 1100, 292],\n [611, -50, 857, 1028],\n [1040, 234, 404, 444],\n [718, 284, 1068, 305],\n [809, -73, 915, 1081],\n [1348, 238, 343, 487],\n [975, 299, 1069, 305],\n [1081, -107, 826, 1131],\n [1490, 280, 424, 414],\n [1304, 312, 876, 305],\n [1385, -58, 748, 1036],\n [1810, 287, 378, 397],\n [1553, 302, 861, 351],\n [1533, -27, 911, 980],\n [2020, 306, 394, 351],\n [1770, 301, 828, 337],\n [1758, 36, 883, 851],\n [2204, 280, 390, 397],\n [1909, 315, 983, 309],\n [2048, 0, 811, 924],\n [2513, 155, 309, 631],\n [2039, 322, 1284, 294],\n [2330, -38, 718, 1003],\n [2706, 139, 334, 655],\n [2262, 320, 1279, 304],\n [2488, -13, 801, 941],\n [2960, 234, 391, 480],\n [2567, 327, 1123, 298],\n [2706, -29, 839, 969],\n [3158, 244, 364, 472],\n [2791, 319, 1101, 307],\n [2917, -33, 869, 991],\n [3431, 253, 371, 451],\n [3046, 310, 1069, 321],\n [3156, -36, 863, 997],\n [3625, 267, 393, 426],\n [3333, 304, 990, 344],\n [3398, -20, 860, 960],\n [3848, 282, 411, 407],\n [3628, 304, 831, 355],\n [3613, 4, 904, 912],\n [4032, 251, 437, 448],\n [3854, 297, 786, 343],\n [3890, 12, 787, 887],\n [4308, 226, 377, 474],\n [3959, 304, 1015, 300],\n [4086, -48, 784, 1010],\n [4525, 192, 304, 538],\n [4033, 314, 1370, 251],\n [4294, -82, 867, 1080],\n [4787, 213, 405, 485],\n [4415, 304, 1137, 270],\n [4576, -101, 875, 1122],\n [5041, 147, 323, 606],\n [4612, 294, 1155, 301],\n [4743, -98, 910, 1120],\n [5260, 154, 358, 578],\n [4971, 268, 963, 359],\n [5046, -22, 866, 963],\n [5433, 202, 509, 493],\n [5233, 261, 758, 389],\n [5210, -32, 786, 955],\n [5789, 25, 195, 847],\n [5266, 307, 1243, 296],\n [5643, -433, 393, 1784],\n [5, -47, 159, 1240],\n [-648, 451, 1510, 254],\n [-6, -414, 301, 1992],\n [86, 297, 407, 569],\n [-6, 432, 812, 322],\n [22, -161, 672, 1478],\n [398, 244, 318, 684],\n [-15, 423, 1173, 341],\n [30, -76, 1033, 1308],\n [684, 303, 311, 583],\n [125, 424, 1287, 303],\n [284, -111, 1011, 1354],\n [858, 286, 333, 595],\n [397, 440, 1225, 275],\n [601, -57, 899, 1252],\n [1094, 330, 381, 503],\n [703, 421, 1140, 326],\n [839, -41, 904, 1237],\n [1398, 321, 356, 527],\n [1120, 385, 852, 397],\n [1108, 80, 809, 1022],\n [1507, 367, 406, 462],\n [1409, 373, 719, 439],\n [1407, 205, 732, 803],\n [1797, 330, 392, 516],\n [1553, 332, 830, 496],\n [1516, 242, 931, 740],\n [1963, 343, 433, 469],\n [1779, 347, 762, 444],\n [1718, 256, 903, 713],\n [2198, 350, 395, 461],\n [1995, 384, 853, 387],\n [2000, 156, 889, 884],\n [2521, 323, 304, 541],\n [2208, 399, 942, 378],\n [2289, 34, 792, 1100],\n [2725, 357, 326, 494],\n [2430, 403, 939, 365],\n [2475, 34, 832, 1095],\n [2943, 375, 395, 441],\n [2685, 404, 867, 356],\n [2704, 95, 845, 984],\n [3161, 350, 367, 499],\n [2887, 384, 904, 393],\n [2932, 148, 863, 905],\n [3414, 332, 383, 538],\n [3154, 380, 836, 414],\n [3166, 190, 835, 833],\n [3615, 350, 413, 497],\n [3427, 369, 809, 420],\n [3419, 218, 830, 790],\n [3815, 331, 434, 515],\n [3615, 339, 858, 471],\n [3580, 258, 938, 712],\n [4017, 326, 464, 535],\n [3840, 342, 803, 475],\n [3853, 260, 799, 702],\n [4269, 327, 413, 559],\n [4049, 382, 824, 412],\n [4109, 169, 680, 863],\n [4529, 279, 285, 610],\n [4148, 410, 1134, 331],\n [4313, 0, 808, 1163],\n [4777, 324, 400, 521],\n [4453, 430, 1055, 300],\n [4571, -123, 905, 1409],\n [5041, 240, 320, 674],\n [4661, 403, 1059, 323],\n [4763, -137, 867, 1438],\n [5270, 234, 293, 693],\n [4932, 397, 1063, 327],\n [5058, -133, 824, 1431],\n [5423, 347, 510, 453],\n [5247, 401, 746, 313],\n [5219, -152, 793, 1469],\n [5803, 62, 178, 1025],\n [5222, 430, 1343, 269],\n [5667, -429, 374, 2024],\n [18, 52, 150, 1298],\n [-620, 561, 1460, 259],\n [-3, -430, 287, 2258],\n [62, 440, 449, 513],\n [1, 516, 787, 320],\n [22, -78, 671, 1567],\n [387, 400, 350, 607],\n [0, 484, 1127, 381],\n [30, 89, 1049, 1248],\n [654, 470, 383, 471],\n [168, 495, 1205, 352],\n [309, 61, 933, 1283],\n [837, 430, 337, 555],\n [410, 515, 1194, 334],\n [615, 88, 847, 1225],\n [1075, 465, 392, 499],\n [742, 537, 1057, 325],\n [887, 48, 815, 1309],\n [1398, 431, 342, 547],\n [1034, 532, 982, 333],\n [1170, 128, 740, 1165],\n [1534, 459, 394, 454],\n [1397, 509, 736, 356],\n [1414, 250, 731, 938],\n [1786, 456, 389, 489],\n [1551, 497, 814, 391],\n [1517, 247, 911, 932],\n [1961, 442, 413, 518],\n [1754, 504, 807, 393],\n [1741, 272, 845, 883],\n [2229, 460, 384, 503],\n [1951, 526, 979, 373],\n [2004, 269, 863, 894],\n [2534, 423, 292, 580],\n [2187, 519, 993, 375],\n [2288, 226, 796, 984],\n [2789, 451, 281, 549],\n [2384, 516, 998, 376],\n [2480, 260, 822, 925],\n [2915, 443, 325, 561],\n [2648, 507, 934, 385],\n [2720, 294, 813, 860],\n [3182, 448, 340, 542],\n [2903, 509, 892, 412],\n [2949, 296, 831, 859],\n [3421, 429, 371, 559],\n [3155, 507, 835, 430],\n [3171, 321, 816, 796],\n [3589, 429, 417, 546],\n [3422, 484, 802, 453],\n [3413, 333, 852, 765],\n [3795, 396, 404, 596],\n [3565, 454, 917, 486],\n [3566, 296, 944, 817],\n [4089, 489, 452, 449],\n [3903, 494, 741, 447],\n [3819, 319, 849, 776],\n [4253, 507, 390, 427],\n [4113, 519, 658, 410],\n [4095, 269, 692, 885],\n [4521, 383, 277, 647],\n [4205, 507, 1001, 395],\n [4316, 143, 771, 1131],\n [4771, 439, 388, 538],\n [4525, 540, 902, 342],\n [4598, -5, 861, 1432],\n [5031, 394, 349, 637],\n [4685, 529, 955, 348],\n [4767, -69, 852, 1545],\n [5264, 360, 279, 687],\n [4967, 525, 1000, 328],\n [5051, -69, 825, 1534],\n [5417, 449, 506, 512],\n [5241, 502, 765, 359],\n [5238, -42, 774, 1484],\n [5816, 223, 182, 988],\n [5227, 562, 1367, 273],\n [5660, -380, 393, 2172],\n [8, 161, 150, 1327],\n [-637, 703, 1495, 243],\n [-4, -368, 288, 2385],\n [94, 525, 402, 610],\n [-6, 648, 790, 346],\n [24, 5, 690, 1663],\n [407, 511, 352, 662],\n [66, 633, 1004, 396],\n [-3, 243, 1119, 1208],\n [638, 508, 377, 665],\n [156, 664, 1225, 333],\n [352, 279, 819, 1151],\n [847, 474, 293, 737],\n [284, 670, 1494, 300],\n [638, 284, 783, 1123],\n [1076, 589, 407, 506],\n [703, 665, 1163, 301],\n [887, 236, 824, 1212],\n [1388, 562, 334, 547],\n [1035, 654, 968, 329],\n [1141, 258, 800, 1163],\n [1524, 560, 421, 538],\n [1334, 637, 857, 369],\n [1421, 307, 722, 1061],\n [1759, 554, 405, 536],\n ...]"
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boxes"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "data": {
      "text/plain": "10647"
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(boxes)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [
    {
     "data": {
      "text/plain": "10647"
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(objectess)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [],
   "source": [
    "confidences = np.array(class_probs)*np.array(objectess) # obj*class_score"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [
    {
     "data": {
      "text/plain": "10647"
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(confidences)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(objectess, label = 'objectness')\n",
    "plt.plot(class_probs, label='class_prob')\n",
    "plt.plot(confidences,label='confidence')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 置信度阈值过滤+NMS"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [],
   "source": [
    "CONF_THRES = 0.1\n",
    "NMS_THRES = 0.4"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "outputs": [],
   "source": [
    "indexes = cv2.dnn.NMSBoxes(boxes,confidences,CONF_THRES,NMS_THRES)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "data": {
      "text/plain": "array([1700, 1706, 1769, 1820, 1805, 1736, 1733, 1775, 1721, 1712, 1715,\n       1353, 1308, 5914, 1380], dtype=int32)"
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最终留下的预测框的索引号\n",
    "indexes.flatten()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "data": {
      "text/plain": "15"
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(indexes.flatten())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [],
   "source": [
    "# 随机给每一个预测框生成一种颜色\n",
    "colors = np.random.uniform(0,255,size=(len(boxes),3))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1605 1190 438 1623 1.0 person\n",
      "2030 1170 429 1656 1.0 person\n",
      "732 1370 516 1520 1.0 person\n",
      "4724 1191 565 1849 0.99 person\n",
      "3605 1258 435 1648 0.99 person\n",
      "4368 1115 408 1830 0.98 person\n",
      "4017 1100 336 1853 0.98 person\n",
      "1145 1325 526 1529 0.97 person\n",
      "3169 1201 423 1627 0.97 person\n",
      "2443 1212 325 1557 0.94 person\n",
      "2688 1229 472 1590 0.87 person\n",
      "4935 1143 413 470 0.34 pottedplant\n",
      "1481 1160 313 433 0.18 person\n",
      "3893 1168 200 386 0.17 person\n",
      "1037 1210 308 503 0.16 person\n"
     ]
    }
   ],
   "source": [
    "# 遍历留下的每一个预测框，可视化\n",
    "for i in indexes.flatten():\n",
    "    # 获取坐标与置信度\n",
    "    x, y, w, h = boxes[i]\n",
    "    confidence = str(round(confidences[i],2))\n",
    "    # 获取颜色，画框\n",
    "    color = colors[i % len(colors)]\n",
    "    cv2.rectangle(img,(x,y),(w+x,h+y),color,8) # 图片，左上坐标，右下坐标，颜色，框的粗细\n",
    "    # 写上类别名称与置信度\n",
    "    string = '{} {}'.format(class_names[i],confidence)\n",
    "    # 图片，文字，左上坐标，字体，字体大小，颜色，字体粗细\n",
    "    cv2.putText(img,string,(x,y+20),cv2.FONT_HERSHEY_SIMPLEX,3,(255,255,255),3)\n",
    "    print(x,y,w,h,confidence,class_names[i])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "look_img(img)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "outputs": [
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv2.imwrite('images/result3.jpg',img)\n",
    "# cv2.imwrite('result_spp.jpg',img)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}